{
 "cells": [
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T02:37:24.764315Z",
     "start_time": "2024-12-27T02:37:24.754915Z"
    }
   },
   "cell_type": "code",
   "source": [
    "\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import torch\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.init as init\n",
    "import torch.optim as optim\n"
   ],
   "id": "8c63f6e00f84577a",
   "outputs": [],
   "execution_count": 18
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T02:37:24.904674Z",
     "start_time": "2024-12-27T02:37:24.771610Z"
    }
   },
   "cell_type": "code",
   "source": [
    "\n",
    "\n",
    "test_data = pd.read_csv('C:/Users/24624/PycharmProjects/PythonProject/data/used_car_testB_20200421.csv', sep=' ')\n",
    "test_data.shape"
   ],
   "id": "b00cde6c3ea27ef6",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(50000, 30)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 19
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T02:37:25.450611Z",
     "start_time": "2024-12-27T02:37:24.971343Z"
    }
   },
   "cell_type": "code",
   "source": [
    "\n",
    "train_data = pd.read_csv('C:/Users/24624/PycharmProjects/PythonProject/data/used_car_train_20200313.csv', sep=' ')\n",
    "train_data.shape"
   ],
   "id": "c4c60b81f531724d",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(150000, 31)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 20
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T02:37:25.513487Z",
     "start_time": "2024-12-27T02:37:25.483700Z"
    }
   },
   "cell_type": "code",
   "source": "data = pd.concat([train_data, test_data])\n",
   "id": "508942b8bf307fca",
   "outputs": [],
   "execution_count": 21
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T02:37:25.590031Z",
     "start_time": "2024-12-27T02:37:25.545379Z"
    }
   },
   "cell_type": "code",
   "source": "data = data.replace('-', '-1')\n",
   "id": "6eda734fcab36595",
   "outputs": [],
   "execution_count": 22
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T02:37:25.682177Z",
     "start_time": "2024-12-27T02:37:25.623454Z"
    }
   },
   "cell_type": "code",
   "source": [
    "data['notRepairedDamage'] = data['notRepairedDamage'].astype('float32')\n",
    "data['power'] = data['power'].apply(lambda x: x if x <= 600 else 600)"
   ],
   "id": "2f6ac2dda56a61ca",
   "outputs": [],
   "execution_count": 23
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T02:37:25.743715Z",
     "start_time": "2024-12-27T02:37:25.714993Z"
    }
   },
   "cell_type": "code",
   "source": "data.drop(['name', 'regionCode'], axis=1, inplace=True)",
   "id": "172698d423287c09",
   "outputs": [],
   "execution_count": 24
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T02:37:29.267515Z",
     "start_time": "2024-12-27T02:37:25.775423Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#绘制所有变量的柱形图，查看数据\n",
    "data.hist(bins=100,figsize=(15,15))\n",
    "plt.cla()  #清除axes"
   ],
   "id": "60f625c0dc00e22",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x1500 with 30 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 25
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T02:37:29.314700Z",
     "start_time": "2024-12-27T02:37:29.299861Z"
    }
   },
   "cell_type": "code",
   "source": [
    "config = {\n",
    "    'epoch': 10,\n",
    "    'batch_size': 512,\n",
    "    'learning_rate': 8e-3,\n",
    "    'device': 'cuda',\n",
    "    \"num_cols\": ['regDate', 'creatDate', 'power', 'kilometer', 'v_0', 'v_1', 'v_2', 'v_3', 'v_4', 'v_5', 'v_6', 'v_7', 'v_8', 'v_9', 'v_10',\n",
    "                 'v_11', 'v_12', 'v_13', 'v_14'],\n",
    "    \"cate_cols\": ['model', 'brand', 'bodyType', 'fuelType', 'gearbox', 'seller', 'notRepairedDamage']\n",
    "}"
   ],
   "id": "7b6b3df387f4ac52",
   "outputs": [],
   "execution_count": 26
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T02:37:29.360760Z",
     "start_time": "2024-12-27T02:37:29.346710Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 定义One-Hot编码函数\n",
    "def oneHotEncode(df, colNames):\n",
    "    for col in colNames:\n",
    "        dummies = pd.get_dummies(df[col], prefix=col)\n",
    "        df = pd.concat([df, dummies],axis=1)\n",
    "        df.drop([col], axis=1, inplace=True)\n",
    "    return df"
   ],
   "id": "46f5e7f36875420f",
   "outputs": [],
   "execution_count": 27
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T02:37:30.467583Z",
     "start_time": "2024-12-27T02:37:29.393292Z"
    }
   },
   "cell_type": "code",
   "source": [
    "\n",
    "data.notRepairedDamage = data.notRepairedDamage.astype('float32')\n",
    "\n",
    "# 处理离散数据\n",
    "for col in config['cate_cols']:\n",
    "    data[col] = data[col].fillna('-1')\n",
    "data = oneHotEncode(data, config['cate_cols'])\n",
    "\n",
    "# 处理连续数据\n",
    "for col in config['num_cols']:\n",
    "    data[col] = data[col].fillna(0)\n",
    "    data[col] = (data[col]-data[col].min()) / (data[col].max()-data[col].min())\n"
   ],
   "id": "fbb1140e341576bf",
   "outputs": [],
   "execution_count": 28
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T02:37:32.791785Z",
     "start_time": "2024-12-27T02:37:30.500845Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 暂存处理后的test数据集\n",
    "test_data = data[pd.isna(data.price)]\n",
    "test_data.to_csv('./one_hot_testB.csv')\n",
    "# 删除test数据(price is nan)\n",
    "data.reset_index(inplace=True)\n",
    "train_data = data\n",
    "train_data = train_data.drop(data[pd.isna(data.price)].index)\n",
    "train_data.shape\n",
    "# 删除ID\n",
    "train_data.drop(['SaleID'], axis=1, inplace=True)\n",
    "# 打乱\n",
    "train_data = train_data.sample(frac=1)\n",
    "# 分离目标\n",
    "train_target = train_data['price']\n",
    "train_data.drop(['price', 'index'], axis=1, inplace=True)\n",
    "# 分离出验证集，用于观察拟合情况\n",
    "validation_data = train_data[:10000]\n",
    "train_data = train_data[10000:]\n",
    "validation_target = train_target[:10000]\n",
    "train_target = train_target[10000:]"
   ],
   "id": "e5e9f78d1bb97927",
   "outputs": [],
   "execution_count": 29
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T02:37:32.838364Z",
     "start_time": "2024-12-27T02:37:32.824091Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 定义网络结构\n",
    "class Network(nn.Module):\n",
    "    def __init__(self, in_dim, hidden_1, hidden_2, hidden_3, hidden_4):\n",
    "        super().__init__()\n",
    "        self.layers = nn.Sequential(\n",
    "            nn.Linear(in_dim, hidden_1),\n",
    "            nn.BatchNorm1d(hidden_1),\n",
    "            nn.ReLU(),\n",
    "            nn.Linear(hidden_1, hidden_2),\n",
    "            nn.BatchNorm1d(hidden_2),\n",
    "            nn.ReLU(),\n",
    "            nn.Linear(hidden_2, hidden_3),\n",
    "            nn.BatchNorm1d(hidden_3),\n",
    "            nn.ReLU(),\n",
    "            nn.Linear(hidden_3, hidden_4),\n",
    "            nn.BatchNorm1d(hidden_4),\n",
    "            nn.ReLU(),\n",
    "            nn.Linear(hidden_4, 1)\n",
    "        )\n",
    "\n",
    "    def forward(self, x):\n",
    "        y = self.layers(x)\n",
    "        return y\n",
    "\n",
    "# 确保 train_data 和 config 已经定义\n",
    "# 例如：\n",
    "# train_data = torch.randn(100, 10)  # 假设的输入数据\n",
    "# config = {'device': torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")}\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "config1 = {'device': device}\n",
    "\n",
    "# 定义网络\n",
    "model = Network(train_data.shape[1], 256, 256, 256, 32).to(device)\n",
    "\n",
    "# 使用Xavier初始化权重\n",
    "for layer in model.layers:\n",
    "    if isinstance(layer, nn.Linear):\n",
    "        print(layer)\n",
    "        nn.init.xavier_uniform_(layer.weight)"
   ],
   "id": "cdbbaf2b03ad6a95",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Linear(in_features=334, out_features=256, bias=True)\n",
      "Linear(in_features=256, out_features=256, bias=True)\n",
      "Linear(in_features=256, out_features=256, bias=True)\n",
      "Linear(in_features=256, out_features=32, bias=True)\n",
      "Linear(in_features=32, out_features=1, bias=True)\n"
     ]
    }
   ],
   "execution_count": 30
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T02:37:32.885896Z",
     "start_time": "2024-12-27T02:37:32.871289Z"
    }
   },
   "cell_type": "code",
   "source": [
    "\n",
    "# 使用Xavier初始化权重\n",
    "for line in model.layers:\n",
    "    if type(line) == nn.Linear:\n",
    "        print(line)\n",
    "        nn.init.xavier_uniform_(line.weight)"
   ],
   "id": "ed3188366758810d",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Linear(in_features=334, out_features=256, bias=True)\n",
      "Linear(in_features=256, out_features=256, bias=True)\n",
      "Linear(in_features=256, out_features=256, bias=True)\n",
      "Linear(in_features=256, out_features=32, bias=True)\n",
      "Linear(in_features=32, out_features=1, bias=True)\n"
     ]
    }
   ],
   "execution_count": 31
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T02:37:33.058369Z",
     "start_time": "2024-12-27T02:37:32.918393Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 将数据转化为tensor，并移动到cpu或cuda上\n",
    "\n",
    "train_features = torch.tensor(train_data.values, dtype=torch.float32, device=config1['device'])\n",
    "train_num = train_features.shape[0]\n",
    "train_labels = torch.tensor(train_target.values, dtype=torch.float32, device=config1['device'])\n",
    "\n",
    "validation_features = torch.tensor(validation_data.values, dtype=torch.float32, device=config1['device'])\n",
    "validation_num = validation_features.shape[0]\n",
    "validation_labels = torch.tensor(validation_target.values, dtype=torch.float32, device=config1['device'])"
   ],
   "id": "394eb0f1fd71b375",
   "outputs": [],
   "execution_count": 32
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T02:37:33.105154Z",
     "start_time": "2024-12-27T02:37:33.090363Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 定义损失函数和优化器\n",
    "criterion = nn.MSELoss()\n",
    "criterion.to(config['device'])\n",
    "optimizer = optim.Adam(model.parameters(), lr=config['learning_rate'])"
   ],
   "id": "b05cfe650632f322",
   "outputs": [],
   "execution_count": 33
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T02:37:52.629202Z",
     "start_time": "2024-12-27T02:37:33.137311Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 开始训练\n",
    "\n",
    "mae_list = []\n",
    "\n",
    "for epoch in range(config['epoch']):\n",
    "    losses = []\n",
    "    model.train()\n",
    "    for i in range(0, train_num, config['batch_size']):\n",
    "        end = i + config['batch_size']\n",
    "        if i + config['batch_size'] > train_num-1:\n",
    "            end = train_num-1\n",
    "        mini_batch = train_features[i: end]\n",
    "        mini_batch_label = train_labels[i: end]\n",
    "        pred = model(mini_batch)\n",
    "        pred = pred.squeeze()\n",
    "        loss = criterion(pred, mini_batch_label)\n",
    "\n",
    "        if torch.isnan(loss):\n",
    "            break\n",
    "        mae = torch.abs(mini_batch_label-pred).sum()/(end-i)\n",
    "        losses.append(mae.item())\n",
    "\n",
    "        optimizer.zero_grad()\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "\n",
    "    model.eval()\n",
    "    pred = model(validation_features)\n",
    "    validation_mae = torch.abs(validation_labels-pred.squeeze()).sum().item()/validation_num\n",
    "\n",
    "    mae_list.append((sum(losses)/len(losses), validation_mae))\n",
    "\n",
    "    print(f\"epoch:{epoch + 1} MAE: {sum(losses)/len(losses)}, Validation_MAE: {validation_mae}\")\n",
    "    torch.save(model, 'model.pth')"
   ],
   "id": "d6e0b9b34d3d320b",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:1 MAE: 5852.743260293111, Validation_MAE: 5578.024\n",
      "epoch:2 MAE: 5175.89859521128, Validation_MAE: 4308.5512\n",
      "epoch:3 MAE: 3870.5551330120893, Validation_MAE: 2736.6616\n",
      "epoch:4 MAE: 2450.4923354100138, Validation_MAE: 1407.1782\n",
      "epoch:5 MAE: 1405.035121611435, Validation_MAE: 674.76065\n",
      "epoch:6 MAE: 930.9463306065023, Validation_MAE: 774.47555\n",
      "epoch:7 MAE: 801.2051968539719, Validation_MAE: 859.8197\n",
      "epoch:8 MAE: 760.0157079766267, Validation_MAE: 781.51285\n",
      "epoch:9 MAE: 742.1191999894859, Validation_MAE: 731.52915\n",
      "epoch:10 MAE: 729.7572627380816, Validation_MAE: 676.0096\n"
     ]
    }
   ],
   "execution_count": 34
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T02:37:52.753358Z",
     "start_time": "2024-12-27T02:37:52.676615Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = np.arange(0, config['epoch'])\n",
    "y1, y2 = zip(*mae_list)\n",
    "plt.plot(x, y1, label='train')\n",
    "plt.plot(x, y2, label='valid')\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "id": "516627c6f0bb772b",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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f1GgJ6cdh/rMlums/Hxuv3NCOB/o2BeCdBbsYO3M92bkl83GViIhUDsOHD2f27Nn8+9//Zvjw4fmPN23alG+//ZZ169axfv16hg0bdsYZS39n2LBhGIbBP/7xD7Zs2cLPP//MK6+8Uhpv4QwqMBfK7gsDX/WMV0+Hg6tKdPeGYTD28mZMGdIOu83gu7WHuP3fK0jO0GnWIiJSOJdddhlVq1Zl+/btDBs2LP/x1157jSpVqnDxxRdz1VVXERMTkz87UxjBwcH89NNPbNy4kY4dO/L444/z0ksvlcZbOINhmhdwOdlyzOl0EhYWRnJyMqGhoaX/gt/dC+u/gJrt4R8LwGYv8ZdYtOMo//xsNWnZLppFBjN9xEXUCg8o8dcREZGCMjMz2bNnDw0bNixwwKoUz9/9PAv791szMCXl8mfBPwyOrIdV/y6Vl+jdrAYz740mIsTBjoRUBr+3hM2Hk0vltURERMozFZiSEhwBlz3pGc9/DlJKZ4Xp1rXC+G5kD5pFBpPgzOLGqXEs2nG0VF5LRESkvFKBKUld7oSaHSAr2XNmUimpHR7A1/deTHSjaqRlu7hz+kpmrjxQaq8nIiJS3qjAlCSbHQa9Bhiw4SvY+3upvVRYgC+f3HkRgzvWxuU2eeSbDbwWu4MKekiTiIhIASowJa12Z+gywjOe/RDklt7FgPx8bLx2Y3tG9WkCwFvzdzLu6w06zVpERCo8FZjS0HciBFaHo9tg2Xul+lKGYTAupjkvDm6L3WbwzZqD3Dl9JSmZOs1aRKSkaZa7ZJTEz1EFpjQEVIH+z3nGi16C5IOl/pLDutXjw9u7EOhn5/ddx7hhahxHkjNK/XVFRCoDX19fANLT0y1OUjHk/Rzzfq7FoevAlBbThI8HwP44aHkV3PRZmbzspkPJjJi+kqMpWUSF+vPxiK60rGnB+xcRqWCOHDlCUlISERERBAYGalmXYjBNk/T0dBITEwkPD6dmzZpnbFPYv98qMKUpYTNM7elZsXrY19Csf5m87MGT6dzx8Up2JaYS4vDh/Vs6c0nT6mXy2iIiFZVpmsTHx5OUlGR1FK8XHh5OVFTUWUugCkx5KDAA8x6HuHegSgP45zLwLZsr5yan53DPf1axfM8JfGwGk4e04/rOdcrktUVEKjKXy0VOjo4zLC5fX1/s9nNfrV4FprwUmKwUeKcrpByB3o9Cnwll99K5Lh7+egM/rvcs9z728mbcf1kTTXuKiEi5paUEygtHCFwxyTP+/XU4/kfZvbSPnTdu6sB9lzYG4LXYHTz6zUZyXDrNWkREvJsKTFlodS00vgxcWfDzw54DfMuIzWYw/ooWPH9tG2wGfLXqAHd9sorUrNwyyyAiIlLSVGDKgmHAla+A3Q/+mA9bfyzzCLd0r88Ht3UhwNfO4h1HuXFqHAnOzDLPISIiUhJUYMpKtcbQY7RnPOdRz7ExZaxvy0i++r/uVA/2Y8sRJ4PfXcKeY2llnkNERORCqcCUpZ5jIbw+pBz2XODOAu3qhPPdP3vQqEYQh5MzeeS/63VlSRER8ToqMGXJN8DzURLAsvchYYslMepWDeSzu7oR4Gtn5d6T/LDusCU5REREiksFpqw16w8tBoE717PYo0WzH7XCAxh1mWcRyBd/3qqDekVExKuowFjhikngGwj7l8L6Ly2LcXfPhjSoFkhiShZvz99pWQ4REZGiUoGxQng96P2IZxz7JGSctCSGw8fOxKtaAfDvJXvYlZhqSQ4REZGiUoGxSveRUL05pB2FX5+3LMZlLSLp2yKCHJfJMz9t1gG9IiLiFVRgrOLjBwNPHdC78iM4tMayKE8OaoWf3cZvO4/xvy0JluUQEREpLBUYKzXsBW1vBEyYPRbcLktiNKgexD29GgHw3KwtZOZYk0NERKSwilRgnn76aQzDKHBr0aJF/vOZmZmMHDmSatWqERwczJAhQ0hIKPhf9Pv372fgwIEEBgYSERHBww8/TG5uwTNgFi5cSKdOnXA4HDRp0oTp06cX/x2Wd/2fB0coHF4Lq6dbFuOffRpTK8yfgyczmLqo7NZrEhERKY4iz8C0bt2aI0eO5N9+//33/OfGjBnDTz/9xNdff82iRYs4fPgw1113Xf7zLpeLgQMHkp2dzdKlS/nkk0+YPn06EydOzN9mz549DBw4kD59+rBu3TpGjx7N3Xffzbx58y7wrZZTIZFw2ROe8fxnIPWoJTEC/Xx4fKDngN73F/7BgRPpluQQEREpDMMswlGbTz/9NN9//z3r1q0747nk5GRq1KjBjBkzuP766wHYtm0bLVu2JC4uju7duzNnzhwGDRrE4cOHiYyMBGDq1KmMHz+eo0eP4ufnx/jx45k9ezabNm3K3/fQoUNJSkpi7ty5hX5jhV2Ou1xw5cIHfSB+A7QfBoPftySGaZoM+2A5cbuPE9M6kn/d2sWSHCIiUnkV9u93kWdgdu7cSa1atWjUqBHDhw9n//79AKxevZqcnBz69euXv22LFi2oV68ecXFxAMTFxdG2bdv88gIQExOD0+lk8+bN+ducvo+8bfL2cS5ZWVk4nc4CN69h94FBrwMGrJ8B+5ZaEsMwDJ65pjV2m8G8zQks3mHNbJCIiMj5FKnAdOvWjenTpzN37lzef/999uzZQ8+ePUlJSSE+Ph4/Pz/Cw8MLfE9kZCTx8fEAxMfHFygvec/nPfd32zidTjIyMs6ZbdKkSYSFheXf6tatW5S3Zr06XaDTbZ7x7IfAlWNJjGaRIdwe3QCAp3/aTHau25IcIiIif6dIBWbAgAHccMMNtGvXjpiYGH7++WeSkpKYOXNmaeUrtAkTJpCcnJx/O3DggNWRiq7f0xBQFRK3wPKplsUYfXlTqgf7sftoGtOX7rEsh4iIyLlc0GnU4eHhNGvWjF27dhEVFUV2djZJSUkFtklISCAqKgqAqKioM85Kyvv6fNuEhoYSEBBwziwOh4PQ0NACN68TWBUuf9YzXjgZkg9ZEiPU35fxV3jOLnvzl50kOjMtySEiInIuF1RgUlNT+eOPP6hZsyadO3fG19eX+fPn5z+/fft29u/fT3R0NADR0dFs3LiRxMTE/G1iY2MJDQ2lVatW+ducvo+8bfL2UeF1GA51LoLsVJj3mGUxhnSqQ8d64aRlu5g0Z5tlOURERM6mSAVm3LhxLFq0iL1797J06VIGDx6M3W7n5ptvJiwsjLvuuouxY8eyYMECVq9ezYgRI4iOjqZ79+4A9O/fn1atWnHrrbeyfv165s2bxxNPPMHIkSNxOBwA3HvvvezevZtHHnmEbdu28d577zFz5kzGjBlT8u++PLLZYNBrYNhgy/ew6xeLYhg8c3VrDAO+W3uIlXtPWJJDRETkbIpUYA4ePMjNN99M8+bNufHGG6lWrRrLli2jRo0aALz++usMGjSIIUOG0KtXL6Kiovj222/zv99utzNr1izsdjvR0dHccsst3HbbbTz77LP52zRs2JDZs2cTGxtL+/btefXVV/nwww+JiYkpobfsBaLaQrd7PeOfH4Ycaz7CaVcnnKFdPQdDP/XDZlxurZMkIiLlQ5GuA+NNvOo6MGeT6YR3ukJqPPR5/M/Vq8vY8dQs+ryyEGdmLs9d24Zbu9e3JIeIiFQOpXYdGCkj/qEQ84JnvPgVOLHbkhjVgh2Mi2kOwKv/287JtGxLcoiIiJxOBaY8azMEGvYGVxbMGQ8WTZYNu6geLaJCSErP4eX/bbckg4iIyOlUYMozw4CBr4LNF3b+D7bNtiSGj93GM1e3BuCLFfvZdCjZkhwiIiJ5VGDKu+pNoccDnvGc8ZCdZkmMbo2qcU2HWpgmTPxhE24d0CsiIhZSgfEGPcdBWD1wHoRFUyyLMWFASwL97KzZn8R3a625yJ6IiAiowHgHv0C48lRxiXsHEq25sFxUmD8P9G0KwKQ520jJtGa9JhERERUYb9F8ADQbAO5c+HmcZQf03tmjIY2qB3EsNYs3f9lpSQYREREVGG8yYDL4BMDe32Dj15ZE8POxMfEqz7IP05fuZWdCiiU5RESkclOB8SZVGkCvcZ7xvMch05qzgS5tHsHlrSLJdZs8/dNmKui1EEVEpBxTgfE2F98P1ZpAWiL8+oJlMZ4c2Ao/HxtLdh1n7qZ4y3KIiEjlpALjbXwccOUrnvHKD+DwOkti1KsWyL29GwPw/OytZGS7LMkhIiKVkwqMN2rcx3OVXtMNsx8Ct9uSGPf1bkzt8AAOJWXw/sJdlmQQEZHKSQXGW/V/AfxC4NAqWPupJREC/Ow8MbAlAFMX72b/8XRLcoiISOWjAuOtQmtCn8c849inIO2YJTGuaBPFJU2qk53r5tlZWyzJICIilY8KjDe76B6IbAOZSfDLU5ZEMAyDp69uhY/N4JetCSzYnmhJDhERqVxUYLyZ3QcGvuYZr/0M9i+3JEaTiBBG9GgAwLM/bSErVwf0iohI6VKB8Xb1ukHHWzzj2WPBlWtJjAf6NqVGiIM9x9L49+97LckgIiKVhwpMRdDvWQioAgmbYMU0SyKE+PsyYUALAN7+dSfxyZmW5BARkcpBBaYiCKoG/Z72jBe8CM4jlsQY3LE2netXIT3bxYs/b7Ukg4iIVA4qMBVFx9ugdhfIToH/PW5JBMMweObq1hgG/Lj+MMt3H7ckh4iIVHwqMBWFzQYDXwXDBpu+gd0LLYnRpnYYwy6qB8BTP24m12XNRfZERKRiU4GpSGp1gK7/8Ixnj4PcLEtijOvfnPBAX7bFp/D58v2WZBARkYpNBaaiuexxCIqA4zth6duWRKgS5Me4/s0BePV/2zmeak2REhGRiksFpqLxD4OYU6tUL34ZTu61JMbNF9Wjda1QnJm5vDxvuyUZRESk4lKBqYja3gANekJuJsx51JIIdpvngF6Ar1YdYP2BJEtyiIhIxaQCUxEZhueAXpsP7JgD2362JEaXBlW5rmNtTBMm/rgZt9u0JIeIiFQ8KjAVVY3mED3KM54zHrKtWSn60QEtCHb4sP5AEv9dc9CSDCIiUvGowFRkvR+B0DqQvB9+e8WSCBGh/jzYtykAL83ZRnJGjiU5RESkYlGBqcj8gmDAS57xkrfg2E5LYtx+cQMa1wjieFo2b/yyw5IMIiJSsajAVHQtBkLT/uDOgdkPgVn2x6H4+dh4+tQBvZ/G7WN7fEqZZxARkYpFBaaiMwwYMAV8/GHPIs9Vei3Qs2kNrmgdhctt8tSPmzAtKFIiIlJxqMBUBlUbQs+HPON5j0Om05IYjw9sicPHxrLdJ5i90ZoFJ0VEpGJQgaksLn4AqjaC1HhYOMmSCHWrBvLPS5sA8MLsraRn51qSQ0REvJ8KTGXh6w9XnjoTaflUOLLBkhj/17sRdaoEcCQ5k3cX7LIkg4iIeD8VmMqkSV9odS2Ybs8Bve6yXyna39fOk4NaAfDB4j3sPZZW5hlERMT7qcBUNldMAr9gOLgC1n1uSYT+rSLp1awG2S43z87aYkkGERHxbiowlU1oLbj01PpIsRMh/USZRzAMg6euaoWv3eDXbYnM35pQ5hlERMS7qcBURt3uhYhWkHECFk2xJELjGsHceUlDAJ6dtYXMHJclOURExDupwFRGdl/o/7xnvPpjSLFmBuT+y5oSEeJg3/F0Pvp9jyUZRETEO6nAVFaNL4M6XSE3E5a+ZUmEYIcPj13ZEoB3ft3F4aQMS3KIiIj3UYGprAwDeo/3jFf9G9KOWRLjmg616NqgChk5Ll74easlGURExPuowFRmTfpBrY6Qkw5x71gSwTAMnrm6DTYDZm84wtI/rClSIiLiXVRgKjPDgF6PeMYrPrDkjCSAVrVCuaV7fQCe/nEzOa6yvz6NiIh4FxWYyq75AIhsC9mpsOw9y2KMvbwZVQJ92ZGQyn/i9lmWQ0REvIMKTGVnGND71CzM8n9BRpIlMcID/XjkihYAvB67g6MpWZbkEBER76ACI9BikOe6MFlOT4mxyI1d6tK2dhgpWblMmbvNshwiIlL+qcAI2GzQa5xnvOxdyHRaEsNuM3jmmtYAfL36IGv3n7Qkh4iIlH8qMOLR6lqo3gwyk2HFNMtidKpXhes71wHgqR8343ablmUREZHySwVGPGx26PWwZxz3LmSlWhZl/BUtCHH4sOFgMjNXHbAsh4iIlF8qMPKn1tdB1UaeNZJWfWRZjBohDkZf3gyAKfO2k5yeY1kWEREpn1Rg5E92H+h56liYJW9BdrplUW6Lrk/TiGBOpGXzWux2y3KIiEj5pAIjBbW7EcLrQ/oxz0KPFvG123jmas8Bvf9Zto+tR6w5sFhERMonFRgpyO4LPR/yjJe8CTnWLbB4cZPqDGxbE7cJT/2wGdPUAb0iIuKhAiNnan8zhNWF1ARY8x9Lozw2sCX+vjZW7D3Bj+sPW5pFRETKjwsqMJMnT8YwDEaPHp3/WGZmJiNHjqRatWoEBwczZMgQEhISCnzf/v37GThwIIGBgURERPDwww+Tm5tbYJuFCxfSqVMnHA4HTZo0Yfr06RcSVYrCxw8uGe0Z//465Fp3Vdza4QGM6tMEgBd/3kpaVu55vkNERCqDYheYlStX8q9//Yt27doVeHzMmDH89NNPfP311yxatIjDhw9z3XXX5T/vcrkYOHAg2dnZLF26lE8++YTp06czceLE/G327NnDwIED6dOnD+vWrWP06NHcfffdzJs3r7hxpag63gohtSDlMKz9zNIod/dsRL2qgSQ4s3j7112WZhERkXLCLIaUlBSzadOmZmxsrNm7d2/zwQcfNE3TNJOSkkxfX1/z66+/zt9269atJmDGxcWZpmmaP//8s2mz2cz4+Pj8bd5//30zNDTUzMrKMk3TNB955BGzdevWBV7zpptuMmNiYgqdMTk52QTM5OTk4rxFMU3TXDbVNJ8KNc3XWptmTpalUWI3x5v1x88ymzw22/wjMcXSLCIiUnoK+/e7WDMwI0eOZODAgfTr16/A46tXryYnJ6fA4y1atKBevXrExcUBEBcXR9u2bYmMjMzfJiYmBqfTyebNm/O3+eu+Y2Ji8vdxNllZWTidzgI3uUCdboOgCEg+ABu+tDRK35YR9GlegxyXyTM/bdEBvSIilVyRC8yXX37JmjVrmDRp0hnPxcfH4+fnR3h4eIHHIyMjiY+Pz9/m9PKS93zec3+3jdPpJCPj7GfFTJo0ibCwsPxb3bp1i/rW5K98A6DHg57x4lfAZd0F5QzDYOJVrfGz21i04yi/bE20LIuIiFivSAXmwIEDPPjgg3z++ef4+/uXVqZimTBhAsnJyfm3Awd0CfoS0WUEBFaHpH2w8WtLozSsHsTdPRsC8OyszWTmuCzNIyIi1ilSgVm9ejWJiYl06tQJHx8ffHx8WLRoEW+99RY+Pj5ERkaSnZ1NUlJSge9LSEggKioKgKioqDPOSsr7+nzbhIaGEhAQcNZsDoeD0NDQAjcpAX5BcPH9nvHiV8BtbWkY2acJUaH+HDiRwbTFuy3NIiIi1ilSgenbty8bN25k3bp1+bcuXbowfPjw/LGvry/z58/P/57t27ezf/9+oqOjAYiOjmbjxo0kJv75EUBsbCyhoaG0atUqf5vT95G3Td4+pIx1vQsCqsCJP2DTt5ZGCXL48NjAlgC8u2AXB09at9yBiIhYp0gFJiQkhDZt2hS4BQUFUa1aNdq0aUNYWBh33XUXY8eOZcGCBaxevZoRI0YQHR1N9+7dAejfvz+tWrXi1ltvZf369cybN48nnniCkSNH4nA4ALj33nvZvXs3jzzyCNu2beO9995j5syZjBkzpuR/AnJ+jhCIHukZL37Z8lmYq9rVpFvDqmTlunlh9lZLs4iIiDVK/Eq8r7/+OoMGDWLIkCH06tWLqKgovv32z/9qt9vtzJo1C7vdTnR0NLfccgu33XYbzz77bP42DRs2ZPbs2cTGxtK+fXteffVVPvzwQ2JiYko6rhTWRfeAfxgc2w5bfrA0imEYPHNNa+w2gzmb4vl95zFL84iISNkzzAp6PqrT6SQsLIzk5GQdD1NSFk6GhZMgohXcuwRs1q5E8fSPm5m+dC9NIoKZ82BPfO1aGUNExNsV9u+3/sWXwuv2f+AXAolbYPtsq9Mw5vJmVAvyY1diKp8s3Wt1HBERKUMqMFJ4AVU8JQZg0Utg8eRdWIAvj1zRHIC3f91Fcrp116kREZGypQIjRRM9EnyDIH4j7JhrdRqu71yX5pEhJGfk8N5CrZMkIlJZqMBI0QRWhYv+4RmXg1kYu81g/ADPLMzHS/dyKOnsV2oWEZGKRQVGii56FPgEwOG1sGv++bcvZX2aR9CtYVWyc9289r8dVscREZEyoAIjRRdcw3NxO4BFky2fhTEMgwlXei5u9+3ag2w9ooU8RUQqOhUYKZ6L7wcffzi4EnYvtDoNHeqGM7BdTUwTJs/ZZnUcEREpZSowUjwhUdD5Ds940RRLo+R5uH9zfGwGi3YcZekuXdxORKQiU4GR4uvxINj9YP9S2Pu71WloUD2I4d3qATBpzjbc7gp5jUYREUEFRi5EaC3oeKtnvOgla7Occn/fpgT52dl4KJlZG49YHUdEREqJCoxcmEvGgM0X9iyGfXFWp6F6sIN7ezcG4OV528jKtXbhSRERKR0qMHJhwutCh2Ge8eLycSzMXT0bEhHi4MCJDD5ftt/qOCIiUgpUYOTCXTIGDDv88SscXGV1GgL9fBjdrxkAb/+6E2emlhgQEaloVGDkwlVtCO2Hesbl5IykG7vUoXGNIE6m5/CvRX9YHUdEREqYCoyUjJ4PgWGDnfM8V+i1mI/dxiNXtADgo9/3EJ+caXEiEREpSSowUjKqNYa2N3jGi162Nssp/VtF0qV+FTJz3Lzxi5YYEBGpSFRgpOT0HAcYsH22Z7Vqi3mWGPDMwsxcdYCdCSkWJxIRkZKiAiMlp0YzaD3YM15cPmZhOtevSkzrSNwmvDRXSwyIiFQUKjBSsno97Lnf8gMkbLE2yymPXNECu83gl62JrNhzwuo4IiJSAlRgpGRFtoKWV3vGv71ibZZTGtcI5qaudQGYNGcrpsWrZ4uIyIVTgZGSlzcLs+lbOFo+Dp4d3a8pgX521u5PYu6meKvjiIjIBVKBkZJXsx00vxIw4bdXrU4DQESIP3f3bATAlHnbyXG5LU4kIiIXQgVGSkfeLMzGmXC8fFxI7p5ejage7MeeY2l8uUJLDIiIeDMVGCkdtTtB0/5guuG316xOA0Cww4cH+jYF4M35O0nNyrU4kYiIFJcKjJSeXo947jd8CSf3Wholz80X1aNBtUCOpWbzweLdVscREZFiUoGR0lO3KzTqA+5c+P11q9MA4Gu38XCM5+J2H/y2m8QULTEgIuKNVGCkdPUe77lf+zkkHbA2yylXto2ifd1w0rNdvPnLTqvjiIhIMajASOmqHw0NeoI7B5a8YXUawLPEwGMDPLMwX648wB9HUy1OJCIiRaUCI6Wv96ljYdZ8Cs7D1mY5pVujavRtEYHLbfLy3O1WxxERkSJSgZHS16An1IsGVzYsecvqNPnGD2iBzYC5m+NZve+k1XFERKQIVGCk9BnGn7Mwqz+GlARr85zSLDKE6zvXAWCylhgQEfEqKjBSNhr1gTpdITcTlpafWZgxlzfD39fGyr0nid1SPoqViIicnwqMlA3D+PO6MKv+DWnHrM1zSs2wAO7s0RCAl+ZuI1dLDIiIeAUVGCk7TS+Hmh0gJx3i3rE6Tb57L21MlUBf/jiaxterD1odR0RECkEFRsqOYfx5XZgVH0D6CWvznBLq78uoyzxLDLweu4P0bC0xICJS3qnASNlqPgAi20J2Kix7z+o0+W7pXo86VQJITMni37/vsTqOiIichwqMlC3DgN6nVqpe/i/ISLI0Th6Hj52HY5oDMHXRbo6nZlmcSERE/o4KjJS9FldBjZaQ5fSUmHLiqna1aFs7jNSsXN7+dZfVcURE5G+owEjZs9n+nIVZ9i5kOq3Nc4rNZvDoqSUGPl++j33H0yxOJCIi56ICI9ZodS1UbwaZybBimtVp8vVoUp1ezWqQ4zJ5eZ6WGBARKa9UYMQaNjv0HOcZx70LWeVnQcVHr2iBYcCsDUdYfyDJ6jgiInIWKjBinTZDoGojyDgBqz6yOk2+VrVCGdyxNgCTtMSAiEi5pAIj1rH7/DkLs+QtyE63Ns9pHurfHD8fG8t2n2Dh9qNWxxERkb9QgRFrtbsRwutD+jHPQo/lRO3wAO64uAEAk+dsw+XWLIyISHmiAiPWsvtCz7Ge8ZI3ISfD2jyn+eeljQn192F7QgrfrtESAyIi5YkKjFiv/TAIrQOpCbDmP1anyRce6MfIPk0AeC12B5k5LosTiYhIHhUYsZ6PH/Qc4xn//jrklp+r4N5+cQNqhwdwJDmTj5fstTqOiIicogIj5UPHWyGkFqQchrWfWZ0mn7+vnbGXNwPgvYW7OJmWbXEiEREBFRgpL3wc0ONBz/j31yG3/BSFazvWpkVUCCmZuby7QEsMiIiUByowUn50vh2CIiD5AGz40uo0+eynLTHwadw+DpwoP6d7i4hUViowUn74Bvw5C7P4FXDlWJvnNL2b1eDixtXIdrl5LXaH1XFERCo9FRgpX7qMgMDqkLQPNn5tdZp8hmEwYUBLAL5be4hNh5ItTiQiUrmpwEj54hcEF4/yjBe/Au7yc+py2zphXN2+FgAvzd1mcRoRkcqtSAXm/fffp127doSGhhIaGkp0dDRz5szJfz4zM5ORI0dSrVo1goODGTJkCAkJCQX2sX//fgYOHEhgYCARERE8/PDD5ObmFthm4cKFdOrUCYfDQZMmTZg+fXrx36F4n653Q0AVOPEHbPrW6jQFPBzTHF+7wW87j/HbTi0xICJilSIVmDp16jB58mRWr17NqlWruOyyy7jmmmvYvHkzAGPGjOGnn37i66+/ZtGiRRw+fJjrrrsu//tdLhcDBw4kOzubpUuX8sknnzB9+nQmTpyYv82ePXsYOHAgffr0Yd26dYwePZq7776befPmldBblnLPEQLRIz3jxS+Xq1mYulUDuaV7fcCzxIBbSwyIiFjCMC9wqd2qVavy8ssvc/3111OjRg1mzJjB9ddfD8C2bdto2bIlcXFxdO/enTlz5jBo0CAOHz5MZGQkAFOnTmX8+PEcPXoUPz8/xo8fz+zZs9m0aVP+awwdOpSkpCTmzp1b6FxOp5OwsDCSk5MJDQ29kLcoVshMhjfaeu6v/xjaXHf+7ykjJ9Ky6T1lASlZubxxUweuPbVytYiIXLjC/v0u9jEwLpeLL7/8krS0NKKjo1m9ejU5OTn069cvf5sWLVpQr1494uLiAIiLi6Nt27b55QUgJiYGp9OZP4sTFxdXYB952+TtQyoJ/zDodp9nvPgVcLutzXOaqkF+3HtpYwBenrddSwyIiFigyAVm48aNBAcH43A4uPfee/nuu+9o1aoV8fHx+Pn5ER4eXmD7yMhI4uPjAYiPjy9QXvKez3vu77ZxOp1kZJx7ob+srCycTmeBm3i57veCXwgkbobts61OU8CdPRoSFerPoaQMPlu2z+o4IiKVTpELTPPmzVm3bh3Lly/nvvvu4/bbb2fLli2lka1IJk2aRFhYWP6tbt26VkeSCxVQBbr9n2e86CW4sE87S1SAn50xlzcF4J0Fu0jOKD/XrBERqQyKXGD8/Pxo0qQJnTt3ZtKkSbRv354333yTqKgosrOzSUpKKrB9QkICUVFRAERFRZ1xVlLe1+fbJjQ0lICAgHPmmjBhAsnJyfm3AwcOFPWtSXkUPRJ8gyB+I+wo/DFQZWFIpzo0jQgmKT2H9xf+YXUcEZFK5YKvA+N2u8nKyqJz5874+voyf/78/Oe2b9/O/v37iY6OBiA6OpqNGzeSmJiYv01sbCyhoaG0atUqf5vT95G3Td4+zsXhcOSf3p13kwogsCpcdLdnvGhKuZqF8bHbGH+FZ4mBj5fs4XDSuT/iFBGRklWkAjNhwgQWL17M3r172bhxIxMmTGDhwoUMHz6csLAw7rrrLsaOHcuCBQtYvXo1I0aMIDo6mu7duwPQv39/WrVqxa233sr69euZN28eTzzxBCNHjsThcABw7733snv3bh555BG2bdvGe++9x8yZMxkzZkzJv3vxDtH3g08AHF4Du+aff/sy1LdlBBc1rEpWrpYYEBEpS0UqMImJidx22200b96cvn37snLlSubNm8fll18OwOuvv86gQYMYMmQIvXr1Iioqim+//fNCZHa7nVmzZmG324mOjuaWW27htttu49lnn83fpmHDhsyePZvY2Fjat2/Pq6++yocffkhMTEwJvWXxOsE1oOtdnvGiyeVqFsazxIBnFuabNQfZFq+Dx0VEysIFXwemvNJ1YCqYlHh4sz3kZsKt30PjPlYnKuCfn6/m543x9Gleg49HXGR1HBERr1Xq14ERKVMhUdDpds948cvWZjmLh2Na4GMzWLD9KHF/HLc6johIhacCI96jx4Ng94N9S2Dv71anKaBh9SBuvqgeAJPmbNUSAyIipUwFRrxHWG3oeKtnvOgla7OcxQN9mxLkZ2fDwWRmbzxidRwRkQpNBUa8yyVjwOYLexbD/mVWpymgRoiDe3r9ucRAdm75Wf5ARKSiUYER7xJeFzrc7BkvmmJtlrO4u2dDqgc72H8inRnLtcSAiEhpUYER73PJWDDs8Md8OLjK6jQFBDl8GN3Ps8TAW7/uIiVTSwyIiJQGFRjxPlUbQvuhnnE5nIW5qWtdGlUP4kRaNtMW77Y6johIhaQCI96p50Ng2GDnPDi81uo0BfjabTxyaomBD37bTYIz0+JEIiIVjwqMeKdqjaHN9Z7x4leszXIWMa0j6Vy/Cpk5bt74RUsMiIiUNBUY8V69xgEGbJvlWa26HDl9iYGvVh5gV2KKxYlERCoWFRjxXjWaQ+vBnvGvz1ub5Sy6NKjK5a0icZvw0tztVscREalQVGDEu106AWw+sGMu7PrF6jRnGH9Fc2wGxG5JYOXeE1bHERGpMFRgxLvVaAYX/Z9nPHcCuMrXactNIkK4qatniYEXf95KBV07VUSkzKnAiPfr/QgEVodjO2DFB1anOcOYfk0J8LWzdn8S8zbHWx1HRKRCUIER7xcQDn2f9IwXToa0Y5bG+auIUH/u7tkQgClzt5Pj0hIDIiIXSgVGKoaOt0JUO8hKhvnPWp3mDPf0akTVID92H0vjq5UHrI4jIuL1VGCkYrDZYcCpFarXfApH1lub5y9C/H154LImALzxy07SsnItTiQi4t1UYKTiqH8xtBkCmDBnPJSzA2aHdatP/WqBHEvN4oPftMSAiMiFUIGRiuXyZ8EnAPbHwaZvrE5TgJ+PjYdjmgMwbfFujqZkWZxIRMR7qcBIxRJWBy4Z4xnHToTsdGvz/MXAtjVpXyeM9GwXb83faXUcERGvpQIjFU+PByCsHjgPwZI3rE5TgGEYPDqgJQBfrNjPnmNpFicSEfFOKjBS8fgGQP/nPOMlb0LSfmvz/EV042r0aV6DXLfJy/O2WR1HRMQrqcBIxdTqGqh/CeRmwv+etDrNGcYPaIFhwM8b41mz/6TVcUREvI4KjFRMhuE5rdqwwZbvYc9vVicqoEVUKNd3qgPA5J+3aYkBEZEiUoGRiiuqDXQe4RnPfRRc5evaK2P7N8PhY2PF3hPM35podRwREa+iAiMVW5/HwT8MEjbBmk+sTlNAzbAARvTwLDHw0txt5GqJARGRQlOBkYotqJqnxAD8+jxklK/jTe67tDHhgb7sTEzlmzUHrY4jIuI1VGCk4utyF9RoCRknYMEkq9MUEBbgy6g+niUGXovdQUa2y+JEIiLeQQVGKj67D1xxqris/BASt1qb5y9uja5PnSoBJDi1xICISGGpwEjl0LgPtBgEpstzQG85OuvH4WPPX2Lg7V93suFgkrWBRES8gAqMVB79nwe7H+xeCNt/tjpNAVe3r8WANlHkuExGzViLMzPH6kgiIuWaCoxUHlUbQvQoz3jeY5CTaW2e0xiGweQh7agdHsD+E+k89u1GXRtGRORvqMBI5dLzIQipCSf3wrJ3rU5TQFiAL28P64iPzWDWhiN8ufKA1ZFERMotFRipXBzB0O8Zz3jxq+A8Ym2ev+hUrwrjTh0P8/SPm9ken2JxIhGR8kkFRiqfdjdCnYsgJw1+edrqNGe4p2cjejWrQVaum1Ez1ujUahGRs1CBkcrHMGDAZM94w5dwYKW1ef7CZjN47cb2RIQ42JmYytM/brY6kohIuaMCI5VT7c7Q4RbPeM4j4C5fl/GvHuzgjZs6YBjw1aoD/LDukNWRRETKFRUYqbz6TgS/EDi8BtZ/YXWaM1zcpDr3n7pK72PfbmTvsTSLE4mIlB8qMFJ5hURC74c941+ehkynpXHO5oG+TbmoQVXSsl2M+mINWbk6HkZEBFRgpLLrdh9UbQxpifDbK1anOYOP3cabN3egSqAvmw45mTxnm9WRRETKBRUYqdx8/P5cJynuPTj+h7V5zqJmWACv3NAegI+X7CV2S4LFiURErKcCI9K0PzTpB+4czxV6y6G+LSO565KGADz83/UcTsqwOJGIiLVUYEQMA2Imgc0HdsyFnb9Yneisxl/RgnZ1wkhKz+GBL9aS6ypfZ06JiJQlFRgRgBrNoNu9nvG8CeAqf4sp+vnYePvmjgQ7fFi17yRv/LLT6kgiIpZRgRHJ0+thCKwOx3bAimlWpzmr+tWCmHRdWwDeXbiL33cesziRiIg1VGBE8gSEe64NA7DwJUg9ammcc7mqfS1uvqgupgmjv1rH0ZQsqyOJiJQ5FRiR03W8BWq2h6xk+PU5q9Oc08RBrWkWGcyx1CzGzlyH221aHUlEpEypwIiczmaHK17yjNd8CofXWRrnXAL87Lw7rBP+vjZ+23mM9xeVv9O/RURKkwqMyF/Vj4Y21wMmzH0UzPI5u9E0MoRnrm4NwGuxO1i194TFiUREyo4KjMjZXP4s+AbC/jjY9I3Vac7pxi51ubp9LVxukwe+WEtSerbVkUREyoQKjMjZhNWGS8Z4xrETIbt8LqRoGAYvDG5D/WqBHE7O5JH/bsAspzNGIiIlSQVG5Fwuvh/C64HzECx50+o05xTi78s7N3fC127wvy0JfLJ0r9WRRERKnQqMyLn4BkD/5z3jJW9C0n5r8/yNtnXCmDCgJQAv/ryNTYeSLU4kIlK6VGBE/k7Lq6FBT8jNhP89YXWavzWiRwP6tYwk2+Vm1Iw1pGblWh1JRKTUFKnATJo0ia5duxISEkJERATXXnst27dvL7BNZmYmI0eOpFq1agQHBzNkyBASEgqunrt//34GDhxIYGAgERERPPzww+TmFvzHduHChXTq1AmHw0GTJk2YPn168d6hyIUwDLhiMhg22PID7PnN6kTnZBgGr9zQjlph/uw9ns4T323U8TAiUmEVqcAsWrSIkSNHsmzZMmJjY8nJyaF///6kpf15gOOYMWP46aef+Prrr1m0aBGHDx/muuuuy3/e5XIxcOBAsrOzWbp0KZ988gnTp09n4sSJ+dvs2bOHgQMH0qdPH9atW8fo0aO5++67mTdvXgm8ZZEiimoDXe70jOc+Cq7yO7MRHujHWzd3xG4z+H7dYb5efdDqSCIipcIwL+A/0Y4ePUpERASLFi2iV69eJCcnU6NGDWbMmMH1118PwLZt22jZsiVxcXF0796dOXPmMGjQIA4fPkxkZCQAU6dOZfz48Rw9ehQ/Pz/Gjx/P7Nmz2bRpU/5rDR06lKSkJObOnVuobE6nk7CwMJKTkwkNDS3uWxTxSD8Bb3WEzCQY+Cp0vdvqRH/r3QW7eHnedgJ87fx0fw+aRIRYHUlEpFAK+/f7go6BSU72HChYtWpVAFavXk1OTg79+vXL36ZFixbUq1ePuLg4AOLi4mjbtm1+eQGIiYnB6XSyefPm/G1O30feNnn7OJusrCycTmeBm0iJCawKfR73jH99wVNoyrH7ejfmkibVychxMfLztWTmuKyOJCJSoopdYNxuN6NHj6ZHjx60adMGgPj4ePz8/AgPDy+wbWRkJPHx8fnbnF5e8p7Pe+7vtnE6nWRkZJw1z6RJkwgLC8u/1a1bt7hvTeTsutwJNVpCxglYONnqNH/LZjN47ab2VA/2Y3tCCs/O2mJ1JBGRElXsAjNy5Eg2bdrEl19+WZJ5im3ChAkkJyfn3w4cOGB1JKlo7D4w4FRxWfkhJJTvUhAR4s/rN3XAMGDG8v3M3nDE6kgiIiWmWAVm1KhRzJo1iwULFlCnTp38x6OiosjOziYpKanA9gkJCURFReVv89ezkvK+Pt82oaGhBAQEnDWTw+EgNDS0wE2kxDW6FFoMAtNVrtdJytOzaQ3u690YgEe/2cD+4+kWJxIRKRlFKjCmaTJq1Ci+++47fv31Vxo2bFjg+c6dO+Pr68v8+fPzH9u+fTv79+8nOjoagOjoaDZu3EhiYmL+NrGxsYSGhtKqVav8bU7fR942efsQsVTMC2B3wJ5FsG221WnOa+zlzehcvwopWbnc/8UasnPdVkcSEblgRSowI0eO5LPPPmPGjBmEhIQQHx9PfHx8/nEpYWFh3HXXXYwdO5YFCxawevVqRowYQXR0NN27dwegf//+tGrViltvvZX169czb948nnjiCUaOHInD4QDg3nvvZffu3TzyyCNs27aN9957j5kzZzJmzJgSfvsixVClgWeZAYB5j0FOpqVxzsfHbuOtmzsSFuDL+oPJvDxvm9WRREQunFkEwFlvH3/8cf42GRkZ5j//+U+zSpUqZmBgoDl48GDzyJEjBfazd+9ec8CAAWZAQIBZvXp186GHHjJzcnIKbLNgwQKzQ4cOpp+fn9moUaMCr1EYycnJJmAmJycX6ftECiUzxTRfaW6aT4Wa5uJXrE5TKHM3HTHrj59l1h8/y5y/Nd7qOCIiZ1XYv98XdB2Y8kzXgZFSt2EmfPsP8A2C+1dBaC2rE53X0z9uZvrSvVQJ9OXnB3tSM+zsx5SJiFilTK4DI1Kptb0B6naDnDT45Wmr0xTKhCtb0LpWKCfTc3jwy3XkunQ8jIh4JxUYkeLKWycJAzZ8BQdWWJ3ovBw+dt4Z1okgPzsr9pzgrV93WR1JRKRYVGBELkTtTtBxuGc8Zzy4y/+MRsPqQbwwuC0Ab/+6k6V/HLM4kYhI0anAiFyovk+BXwgcXgPrZ1idplCu7VibGzrXwTRh9JfrOJaaZXUkEZEiUYERuVDBEdD7Ec/4l2cg0zvW4XrmmtY0iQgmMSWLh2aux+2ukMfzi0gFpQIjUhK63QvVmkBaIix+2eo0hRLo58M7wzri8LGxaMdRPvhtt9WRREQKTQVGpCT4+EHMJM942ftwzDsOjm0RFcrEqzxXwH553nbW7D9pcSIRkcJRgREpKc36Q5PLwZ0D/3vc6jSFNuyiegxsW5Nct8kDX6wlOSPH6kgiIuelAiNSkq6YBDYf2DEXdv5idZpCMQyDSUPaUrdqAAdPZvDoNxuooNe3FJEKRAVGpCRVb+o5HgY8q1XnZlubp5BC/X15++ZO+NgM5myK57Pl+62OJCLyt1RgREpa70cgqAYc3wkrP7A6TaF1qBvO+CtaAPDcrC1sOewdZ1OJSOWkAiNS0vzDoO9Ez3jhZEg9am2eIrjrkob0aV6D7Fw3o75YQ1pWrtWRRETOSgVGpDR0uAVqdoAsJ/z6nNVpCs1mM3j1xg5EhjrYfTSNiT9stjqSiMhZqcCIlAabDQa85Bmv+RQOr7M0TlFUDfLjzaEdsRnwzZqDfLvmoNWRRETOoAIjUlrqdfesWI3pWSfJi87s6d6oGg/0bQrAE99v4o+jqRYnEhEpSAVGpDT1ewZ8A+HAMtj0jdVpiuT+y5rSvVFV0rNdjJqxlswcl9WRRETyqcCIlKaw2nDJWM84diJkp1mbpwjsNoM3h3akWpAfW484efHnrVZHEhHJpwIjUtouHgXh9cB5CH5/w+o0RRIZ6s+rN7YH4NO4fczddMTiRCIiHiowIqXNNwD6v+AZL30LTu6zNk8RXdo8gv/r1QiAR/67gQMn0i1OJCKiAiNSNlpeBQ16Qm4mxD5pdZoiGxfTnA51w3Fm5vLAl2vJcbmtjiQilZwKjEhZMAzPadWGDbb8AHsWW52oSHztNt6+uSMh/j6s3Z/EK//bbnUkEankVGBEykpka+hyl2c8dwK4vOsqt3WrBjJlSDsA/rVoNwu3J1qcSEQqMxUYkbLU5zHwD4eETbBmutVpimxA25rc0r0eAA/NXE+CM9PiRCJSWanAiJSlwKpw2ROe8a/PQ/oJa/MUwxMDW9EiKoTjadmM/nIdLrf3XKBPRCoOFRiRstZ5BES0goyTnsUevYy/r513hnUiwNdO3O7jvLtgl9WRRKQSUoERKWt2H7jiVHFZ+SEkbLE2TzE0iQjmuWvbAPDGLztYvvu4xYlEpLJRgRGxQqPenlOrTRfMfdSr1knKc33nOlzXsTZuEx78ch0n0rKtjiQilYgKjIhV+j8PdgfsWQTbZludplieu7YNjaoHEe/M5OGv12N6YRETEe+kAiNilSoNoMcDnvG8xyDH+87oCXL48Pawjvj52Ji/LZGPft9jdSQRqSRUYESsdMkYCKkFSfsg7h2r0xRL61phPDGwJQAvzd3GhoNJ1gYSkUpBBUbESn5BcPmznvFvr4HzsLV5iunW7vWJaR1Jjstk1Iy1ODNzrI4kIhWcCoyI1dpeD3W7Q04a/DAScjKsTlRkhmEwZUh7aocHsP9EOvd8ukqLPopIqVKBEbGaYcCVU8AnAP74FT6/AbJSrU5VZGGBvrx1s+d4mGW7T3D564t4d8EusnO18KOIlDwVGJHyoGZ7uOUb8AuBvb/Bf671XOjOy3SuX4WfH7iE7o2qkpnj5uV52xnw5mLi/tB1YkSkZBlmBT3v0el0EhYWRnJyMqGhoVbHESmcQ6vhP9dBZhJEtoVbv4PgGlanKjLTNPl+3SFemL2VY6me68Nc17E2jw1sSfVgh8XpRKQ8K+zfb83AiJQntTvDiJ8hKAISNsLHAyD5kNWpiswwDAZ3rMP8sZdyS/d6GAZ8u/YQl72ykM+X78Ot9ZNE5AJpBkakPDr+B3xyNTgPQng9uO0HqNrI6lTFtu5AEo9/t5HNh50AdKgbzvPXtqFN7TCLk4lIeVPYv98qMCLlVdIB+PRqOLEbgqM8JSaihdWpii3X5eY/y/bx6v92kJqVi82A2y9uwNjLmxHi72t1PBEpJ/QRkoi3C68LI+Z6Vq5OjYfpV8LhdVanKjYfu40RPRoy/6HeDGpXE7cJHy/ZS7/XFjFrw2EtQyAiRaICI1KehUTCHbOhVkdIPw6fXAX7l1md6oJEhvrzzrBOfHrnRTSoFkiCM4tRM9Zy+8cr2Xsszep4IuIlVGBEyrvAqnDbj1DvYshywn8Gwx8LrE51wXo1q8Hc0b14sG9T/Ow2Fu84Sv83FvPmLzvJynVZHU9EyjkVGBFv4B/quU5M476Qkw4zbvTaFaxP5+9rZ8zlzZg7uieXNKlOdq6b13/ZwRVv/MbvO49ZHU9EyjEVGBFv4RcIN38BLa8CVzZ8dSts/K/VqUpEoxrB/Oeui3jr5o7UCHGw51gat3y0nPu/WEui0/tW6RaR0qcCI+JNfBxw/XRoNxRMF3xzN6yebnWqEmEYBle3r8X8h3pzx8UNsBnw0/rD9H11EZ8s3YtL144RkdPoNGoRb+R2w8/jYNVHnq/7vwAXj7I2UwnbeDCZJ77fyPqDyQC0rR3GC4Pb0K5OuLXBRKRU6TowKjBS0Zkm/PIULHnT8/Wlj0HvRzyLQ1YQLrfJjOX7mDJvOymZuRgG3NKtPuNimhMWoGvHiFREug6MSEVnGNDvGbjsCc/XC1+E2Cc9xaaCsNsMbo1uwPyHenNth1qYJvxn2T76vrqIH9Yd0rVjRCoxzcCIVARx78G8CZ5x5xEw8DWwVbz/Plm66xhP/LCJ3Uc914vp0aQaz17ThsY1gi1OJiIlRR8hqcBIZbPmU/jxAcCEtjfCte+D3cfqVCUuK9fFB4t38/avu8jKdeNnt3Fv70b8s08T/H3tVscTkQukAqMCI5XRpm/g23vAnQstBsH1//acuVQB7T+ezsQfN7Fw+1EA6lUN5NlrWnNp8wiLk4nIhVCBUYGRymr7HJh5O7iyoFEfGPo5+AVZnapUmKbJ3E3xPPPTFuJPXS/myrZRTBzUmqgwf4vTiUhx6CBekcqq+QAYPhN8g2D3AvhsCGQmW52qVBiGwYC2Nfnlod7cdUlD7DaDnzfG0/fVhXz4225yXW6rI4pIKdEMjEhFdWAFfHY9ZCVDzQ5wy7cQVM3qVKVqy2Enj3+/kbX7kwBoWTOUFwa3oVO9KtYGE5FC00dIKjAicGS9Z/HH9ONQoyXc9j2ERFmdqlS53SZfrTrA5DnbSM7IwTBgaNd6jL+iOeGBflbHE5HzKLWPkBYvXsxVV11FrVq1MAyD77//vsDzpmkyceJEatasSUBAAP369WPnzp0Ftjlx4gTDhw8nNDSU8PBw7rrrLlJTUwtss2HDBnr27Im/vz9169ZlypQpRY0qIjXbw4g5EFITjm6Ff18BSfutTlWqbDaDmy+qx68P9WZIpzqYJnyxYj99X13Ef1cf1LVjRCqIIheYtLQ02rdvz7vvvnvW56dMmcJbb73F1KlTWb58OUFBQcTExJCZ+eeCbMOHD2fz5s3ExsYya9YsFi9ezD333JP/vNPppH///tSvX5/Vq1fz8ssv8/TTTzNt2rRivEWRSq5Gc0+JCa8PJ/d4SsyxXVanKnXVgh28emN7vrqnO00jgjmels24r9dz07Rl7ExIsTqeiFygC/oIyTAMvvvuO6699lrAM/tSq1YtHnroIcaNGwdAcnIykZGRTJ8+naFDh7J161ZatWrFypUr6dKlCwBz587lyiuv5ODBg9SqVYv333+fxx9/nPj4ePz8PFO+jz76KN9//z3btm0rVDZ9hCTyF87D8Ok1cGwHBNWAW7+HqDZWpyoT2bluPvp9D2/O30Fmjhsfm8E/ejXigcuaEuCna8eIlCeWnIW0Z88e4uPj6devX/5jYWFhdOvWjbi4OADi4uIIDw/PLy8A/fr1w2azsXz58vxtevXqlV9eAGJiYti+fTsnT54862tnZWXhdDoL3ETkNKG1PDMxUW0h7ShMvxIOrrI6VZnw87Fx36WN+WVsb/q1jCTXbfL+wj/o99oi5m9NsDqeiBRDiRaY+Ph4ACIjIws8HhkZmf9cfHw8EREFLzTl4+ND1apVC2xztn2c/hp/NWnSJMLCwvJvdevWvfA3JFLRBFWH22dBnYs8p1Z/eg3s+c3qVGWmTpVAPry9C9Nu7Uzt8AAOJWVw1yeruOfTVRxKyrA6nogUQYW5DsyECRNITk7Ovx04cMDqSCLlU0A43PodNOwF2anw+fWw439WpypT/VtHETu2F//XuxE+NoP/bUmg36uL+NeiP8jRtWNEvEKJFpioKM/pmQkJBadkExIS8p+LiooiMTGxwPO5ubmcOHGiwDZn28fpr/FXDoeD0NDQAjcROQdHMAz7GpoNgNxM+HIYbP7e6lRlKtDPhwkDWjL7gZ50bVCFjBwXk+ZsY9Bbv7Ny7wmr44nIeZRogWnYsCFRUVHMnz8//zGn08ny5cuJjo4GIDo6mqSkJFavXp2/za+//orb7aZbt2752yxevJicnJz8bWJjY2nevDlVquiCVCIlwtcfbvoPtL4O3Dnw3xGwbobVqcpc86gQvronminXt6NKoC/bE1K4YWocD3+9noMn03XatUg5VeSzkFJTU9m1y3MKZseOHXnttdfo06cPVatWpV69erz00ktMnjyZTz75hIYNG/Lkk0+yYcMGtmzZgr+/Z22SAQMGkJCQwNSpU8nJyWHEiBF06dKFGTM8/3gmJyfTvHlz+vfvz/jx49m0aRN33nknr7/+eoHTrf+OzkISKSS3C356ENb+x/P1la/ARf+wNpNFTqZl89LcbXy58s+PoEP8fWgWGUKzyGCaRoTkj2uEODAMw8K0IhVTqV2Jd+HChfTp0+eMx2+//XamT5+OaZo89dRTTJs2jaSkJC655BLee+89mjVrlr/tiRMnGDVqFD/99BM2m40hQ4bw1ltvERwcnL/Nhg0bGDlyJCtXrqR69ercf//9jB8/vtA5VWBEisA0Yd5jsOw9z9d9n4KeY63NZKHV+07w/OytbDiYjMt99n8iwwJ8PaUmMoRmEcE0iwyhaWQI1YP9VGxELoCWElCBESka04QFL8LiU1e9vmQs9J0IlfiPcVaui91H09iRkMLOhFTPfWIq+46ncY5eQ5VAX0+piTxVaiI842rBjrINL+KlVGBUYESKZ8mbEDvRM77o/+CKyWCrMCcslojMHBd/HE3NLzU7Tt0fOJnOuf5FrRbkR9PIP2dq8mZtqgRpfSaR06nAqMCIFN/KD2H2Q55xh+Fw9dtg0xVrzycj28WuxFOlJvHPWZuDJ899jZnqwY4/Z2tO3TeLCCEs0LfoAUwT0o6B85DnysvOQ54beNbDCon68z44Enw0KyTljwqMCozIhVn/JXx/H5huaHUtXPcB+Gi2oDjSsnLzi83OvPuE1L+9eF5EiCO/1DSPDKFpRBDNQjIJyUqE5NMLymlFxXkYXNmFDxZQ9cxikz/OKzoRYC9GmRIpJhUYFRiRC7flR/jvnZ7TrJv2hxs/Bd8Aq1NVGKlZuexMSGFnvJNDh/aTFL+XrOP7cWQkUNM4QU3jOFHGCWpynEjjJA4jtxB7NTylI7S2Z/mI0Nqe45hS4k/djnjuXVmFTGl41s4qUHLOch9UXbN0UiJUYFRgRErGrl/gy1sgNwMa9ISbvwBHiNWpvIfbBamJf5kpyZs5OeyZTUk5DO7zlxO3aXCUMI6Y1ThiViXerMphsxrxZlVyg2sSWKM+NWrWp3FUFZpFhtAkIpggh8+ZOzJNyDhZsNCccR8PqfGFygWAYfd8LHXGbM5fik5AVR1TJX9LBUYFRqTk7F0CM26C7BSo3QVu+S8E6KKSnnKScKqIHDzLxzqHPYWgMCXAsEFw1KlZk1oQVufPcWhtCK1Nsr0aO49n5h80vDPRcwDx0ZRzz6bUqRJAnSoBBDt8PDd/H4IcPoSc+jrI4UOIvw/BDl+CHPYC4yBfG7aME39Tck7dpyV6PmosDJvvucvN6ff+4ZX6DLjKTAVGBUakZB1aDZ8N8fyXe2Qbz3pKwRHn/z5v5co9VU7+OmNy8M9xyhEwXeffl2Hz/GHOLyR1ziwqwZHFPtYkKT37z1Jz6qyonYkpHEstwvEw5+ApOfZT5ceX4Lyx49TY34cQX4PqRjLVzBNUcZ0gJPcYwdnHCMxKxC8jEd+0BIzUeIz0Y4V/YR//s39M5R/uWc/LPwz8q3ju877WsToVggqMCoxIyUvYDJ9e6/kv7mpN4LYfPH+AvZFpQtpROLkXTu6DpLz7fZ5756FCzpzY/ywnYbULHnuSNw6OBPtZPsopZSfSstmRkMLRlCxSs3JJzcz13OeNs/98LC0rl5TTnj/XBfyKy24zCPMzaeBIpa5PMrV9komynSSSk/nFJ8x1nODsY/jnJhfvRXyDTis34QXLTYHic5bn/II041NOqMCowIiUjuN/wCdXg/MghNWD23+Aqo2sTnV2mckFS8np90n7ISf977/f5nOqnNQu+HFO2F/KSQU7eNU0TbJy3aRkeopN6qlykz8+VXjOKERZBb9Oy/KUpKL+lXGQTQ0jiUhOEmnk3ZKoRjKhRjphRhphpBFipBNOGsHGuc/mKiyXYSfLHkKWTwjZPiFk+4aS4xdKrm8ouX5huByhuBxhmI4wTEc4BISBfxhGQBVsAWH4+vrh52Pga7fl3/zsNnzseY8ZukJzIanAqMCIlJ6kA/Dp1XBit+e4jdu+h4iWZZ8jJxOSD3hKyck9ZxaVzKTz7MDwlJDw+lClAVSpf2p86j4kqsKVk7Lmdpuk57gKzPD8dXxGQTptfHohysg5+8d1dlyEkO4pN6QReqrghBlphJJ+6v7Mr/O29zUK8THgeaSYATgJxGkG4SSQZDOIZDMIJ3n3gaQawaTbgkm1BZNmCyXNFkKaLQR8fPGx2bDbDHxsRsF7u+0vj5362v7XbT0l6Yzt8r62n/m4Z/u/7t/A5yyPn5nDwMdmo1qw39kPFL8AKjAqMCKlKyUB/nMtJG7xnFly67dQq2PJvobb5fko51yzKClHzr+PwGoFS0n+fQPPx1+6mJvXME2TXLdJjstNTq5JtsvtGZ+6Zeea5Lr/HBd4zmWSk/uXr11ucnJcmDnp+GQnY8924pOdjE9OCn45Thw5TvxyU3DkpuDvSiHAlUKgK5VAdypB7lSCzDQCufDZnxQzgCQzmCSCTt0Hk2QGc5Jgks1gTp72WN59MkG4sL5cvzm0A9d0qF2i+yzs3++y/1BWRCqGkEi4Y7bnwN7DazwfKw3/Gup1L/w+8q4cm7TPcyxKXjnJGycfPP9xKH7B5ygo9SG8nk75rkAMwzNr4Gu3QXm5pqIrBzKdntm+zCTISILMZMyMJNwZJ3FnJONOP+n5OPPUc0ZmEvask9iynBiYhBgZhBgZ1OVokV46yyeYLJ8wMnzDyLSHkuETRro9hHSfsPzZnVR7KKlGCCn5tyByTRu5bjcut0mOy8TlNvO/znWf+vq0x3MLfG3iOvWYy23iZ7fulHjNwIjIhcl0whdDYd8S8A2EoZ9D48sKPn+22ZOTecehpP39/m2+EF73LOWkgec+sJoOvhTv5HadKjYnIf2E5z4j7/5cj52ErGIe5AyAceoA5ioQWNVzH5B3f5bHAk897ggrs+v36CMkFRiRspOdDjNv9Vz0zu4HzWI8sycn93r+0f1bpx+HcpZZlJCaOg5F5HSu3FOzPaeXnNOKzrmKT3ZK8V/TsJ06k+v0klMFutxZtFnXQtBHSCJSdvwCYegM+OYu2PqT53a6gKpnPwZFx6GIFJ3dx3NNnKDqRfs+V85ZZnfOVnzyHkvyPJaT5rlQYcYJz+3EH3/us9kVJfrWikIFRkRKho8Drp8OG2d6/uE7vbDoOBQR69l9PRefLOoFKHOzTis2f5nhqdm+dLIWggqMiJQcuw90GGZ1ChEpST6OP5d+KEe0opaIiIh4HRUYERER8ToqMCIiIuJ1VGBERETE66jAiIiIiNdRgRERERGvowIjIiIiXkcFRkRERLyOCoyIiIh4HRUYERER8ToqMCIiIuJ1VGBERETE66jAiIiIiNepsKtRm6YJgNPptDiJiIiIFFbe3+28v+PnUmELTEpKCgB169a1OImIiIgUVUpKCmFhYed83jDPV3G8lNvt5vDhw4SEhGAYRont1+l0UrduXQ4cOEBoaGiJ7VeKT7+T8kW/j/JFv4/yRb+P8zNNk5SUFGrVqoXNdu4jXSrsDIzNZqNOnTqltv/Q0FD9j6+c0e+kfNHvo3zR76N80e/j7/3dzEseHcQrIiIiXkcFRkRERLyOCkwRORwOnnrqKRwOh9VR5BT9TsoX/T7KF/0+yhf9PkpOhT2IV0RERCouzcCIiIiI11GBEREREa+jAiMiIiJeRwVGREREvI4KTBG9++67NGjQAH9/f7p168aKFSusjlQpTZo0ia5duxISEkJERATXXnst27dvtzqWnDJ58mQMw2D06NFWR6nUDh06xC233EK1atUICAigbdu2rFq1yupYlZLL5eLJJ5+kYcOGBAQE0LhxY5577rnzrvcj56YCUwRfffUVY8eO5amnnmLNmjW0b9+emJgYEhMTrY5W6SxatIiRI0eybNkyYmNjycnJoX///qSlpVkdrdJbuXIl//rXv2jXrp3VUSq1kydP0qNHD3x9fZkzZw5btmzh1VdfpUqVKlZHq5Reeukl3n//fd555x22bt3KSy+9xJQpU3j77betjua1dBp1EXTr1o2uXbvyzjvvAJ71lurWrcv999/Po48+anG6yu3o0aNERESwaNEievXqZXWcSis1NZVOnTrx3nvv8fzzz9OhQwfeeOMNq2NVSo8++ihLlizht99+szqKAIMGDSIyMpKPPvoo/7EhQ4YQEBDAZ599ZmEy76UZmELKzs5m9erV9OvXL/8xm81Gv379iIuLszCZACQnJwNQtWpVi5NUbiNHjmTgwIEF/n8i1vjxxx/p0qULN9xwAxEREXTs2JEPPvjA6liV1sUXX8z8+fPZsWMHAOvXr+f3339nwIABFifzXhV2MceSduzYMVwuF5GRkQUej4yMZNu2bRalEvDMhI0ePZoePXrQpk0bq+NUWl9++SVr1qxh5cqVVkcRYPfu3bz//vuMHTuWxx57jJUrV/LAAw/g5+fH7bffbnW8SufRRx/F6XTSokUL7HY7LpeLF154geHDh1sdzWupwIjXGzlyJJs2beL333+3OkqldeDAAR588EFiY2Px9/e3Oo7gKfZdunThxRdfBKBjx45s2rSJqVOnqsBYYObMmXz++efMmDGD1q1bs27dOkaPHk2tWrX0+ygmFZhCql69Ona7nYSEhAKPJyQkEBUVZVEqGTVqFLNmzWLx4sXUqVPH6jiV1urVq0lMTKRTp075j7lcLhYvXsw777xDVlYWdrvdwoSVT82aNWnVqlWBx1q2bMk333xjUaLK7eGHH+bRRx9l6NChALRt25Z9+/YxadIkFZhi0jEwheTn50fnzp2ZP39+/mNut5v58+cTHR1tYbLKyTRNRo0axXfffcevv/5Kw4YNrY5UqfXt25eNGzeybt26/FuXLl0YPnw469atU3mxQI8ePc64tMCOHTuoX7++RYkqt/T0dGy2gn9y7XY7brfbokTeTzMwRTB27Fhuv/12unTpwkUXXcQbb7xBWloaI0aMsDpapTNy5EhmzJjBDz/8QEhICPHx8QCEhYUREBBgcbrKJyQk5Izjj4KCgqhWrZqOS7LImDFjuPjii3nxxRe58cYbWbFiBdOmTWPatGlWR6uUrrrqKl544QXq1atH69atWbt2La+99hp33nmn1dG8lylF8vbbb5v16tUz/fz8zIsuushctmyZ1ZEqJeCst48//tjqaHJK7969zQcffNDqGJXaTz/9ZLZp08Z0OBxmixYtzGnTplkdqdJyOp3mgw8+aNarV8/09/c3GzVqZD7++ONmVlaW1dG8lq4DIyIiIl5Hx8CIiIiI11GBEREREa+jAiMiIiJeRwVGREREvI4KjIiIiHgdFRgRERHxOiowIiIi4nVUYERERMTrqMCIiIiI11GBEREREa+jAiMiIiJeRwVGREREvM7/AzG9wzmawqF4AAAAAElFTkSuQmCC\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 35
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T02:37:53.754031Z",
     "start_time": "2024-12-27T02:37:52.787526Z"
    }
   },
   "cell_type": "code",
   "source": [
    "\n",
    "class Network(nn.Module):\n",
    "    def __init__(self, in_dim, hidden_1, hidden_2, hidden_3, hidden_4):\n",
    "        super().__init__()\n",
    "        self.layers = nn.Sequential(\n",
    "            nn.Linear(in_dim, hidden_1),\n",
    "            nn.BatchNorm1d(hidden_1),\n",
    "            nn.ReLU(),\n",
    "            nn.Linear(hidden_1, hidden_2),\n",
    "            nn.BatchNorm1d(hidden_2),\n",
    "            nn.ReLU(),\n",
    "            nn.Linear(hidden_2, hidden_3),\n",
    "            nn.BatchNorm1d(hidden_3),\n",
    "            nn.ReLU(),\n",
    "            nn.Linear(hidden_3, hidden_4),\n",
    "            nn.BatchNorm1d(hidden_4),\n",
    "            nn.ReLU(),\n",
    "            nn.Linear(hidden_4, 1)\n",
    "        )\n",
    "\n",
    "    def forward(self, x):\n",
    "        y = self.layers(x)\n",
    "        return y\n",
    "model = torch.load('model.pth', map_location=torch.device('cpu'))\n",
    "data = pd.read_csv('./one_hot_testB.csv')\n",
    "data = data.drop(columns=['Unnamed: 0', 'price'])\n",
    "test = data.drop(columns='SaleID')\n",
    "test = torch.tensor(test.values, dtype=torch.float32)\n",
    "pred = model(test)\n",
    "price = pd.DataFrame(pred.detach().cpu().numpy(), columns=['price'])\n",
    "res = pd.concat([data.SaleID, price], axis=1)\n",
    "res.to_csv('output.csv')"
   ],
   "id": "938bf68183889c89",
   "outputs": [],
   "execution_count": 36
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
